Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105856	ENR	Scott O Moreno	1984-10-06	UHC-00221-37	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117876	ENR	Charles Hyes	1979-05-14	UHC-18806-91	5533925474	4463 Park Pl, Houston, TX, 77073	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109189	ENR	Judith Mendez	1952-03-15	UHC-87211-70	8339806245	4935 Pine Dr, Austin, TX, 78774	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-127638	ENR	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-108335	ENR	Michael White	2003-01-02	UHC-58953-75	5679229266	6143 Union St Apt 16, Denver, CO, 80267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-140971	ENR	Mei X Reynolds	1941-06-02	UHC-33019-41	—	9862 Canyon Rd, Mesa, AZ, 85225	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140031	ENR	Lucia Q Chapman	1974-09-17	UHC-48750-31	2516246500	8668 Ridge Rd, San Antonio, TX, 78286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-104221	ENR	Eugene Y Henderson	1938-01-23	UHC-97281-64	2048890629	2762 Ridge Rd, Gilbert, AZ, 85206	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103342	ENR	Priya I Ried	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-117358	ENR	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave Apt 2, Eden Prairie, MN, 55325	0.66	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+1 more
ENR-118541	ENR	Aaron Lewis	1947-03-24	UHC-52157-44	7947981260	2428 Lake View Rd, Denver, CO, 80275	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-107592	ENR	Ana W Alexander	1998-03-14	UHC-52420-37	7815508348	9045 Spring St, Austin, TX, 78706	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-138763	ENR	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110744	ENR	Elijah Allen	1943-12-01	UHC-15522-20	6168902010	425 Main St, Tucson, AZ, 85792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137015	ENR	Charlotte Bowman	2001-05-08	UHC-77231-49	8248892425	1394 Main St, Tucson, AZ, 85778	0.66	Name split from “Last, First”SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-130317	ENR	Jacqueline Mejia	1996-09-22	UHC-84382-67	7713032057	9852 Bayshore Dr, Tempe, AZ, 85254	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117619	ENR	Linda Marshall	1998-10-09	UHC-40406-99	5483067867	4299 Jefferson Ave, Sacramento, CA, 95868	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106634	ENR	Ralph M Lucas	1946-09-07	UHC-60016-82	2925796849	8972 Harbor Blvd, Austin, TX, 78710	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108935	ENR	Mary Cox	1963-06-09	UHC-99989-78	4465556536	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-103797	ENR	Medina Abigail	1993-10-24	UHC-32593-49	4215840217	4886 Church St, Atlanta, GA, 30351	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128310	ENR	Graham Deborah	1986-12-05	UHC-76384-04	9144298272	5543 Maple Ave, San Antonio, TX, 78220	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117495	ENR	Peter Wang	1945-03-18	UHC-64131-75	8463631993	1024 Maple Ave, Columbus, OH, 43293	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127846	ENR	Stephen E Pena	1993-04-03	UHC-42352-17	6589992950	1300 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-104400	ENR	Heather Vazquez	1997-06-06	UHC-76189-52	—	2802 Park Pl, San Antonio, TX, 78238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104399	ENR	Heather Vazquez	1997-06-06	UHC-76189-52	—	2802 Park Pl, San Antonio, TX, 78238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-117459	ENR	Aisha E Aguilar	1944-12-12	UHC-77127-54	3337379074	7532 Maple Ave, Glendale, AZ, 85374	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State code upper-cased+1 more
ENR-105281	ENR	Frank V Ramos	2007-03-20	UHC-88144-65	—	8047 Indian School Rd, Charlotte, NC, 28232	0.66	Name split from “Last, First”Phone missing area code Email lower-cased Plan code upper-cased+1 more
ENR-137267	ENR	Pamela Hunt	1938-08-26	UHC-10728-96	4974852501	8742 Willow Ct, Houston, TX, 77060	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-102215	ENR	Jacqueline B Mills	1940-08-26	UHC-93734-06	3212349441	3447 Park Pl, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107434	ENR	Victoria Evans	1994-03-26	UHC-19050-62	2118074133	9661 Forest Ave, Houston, TX, 77068	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118275	ENR	Grace M Day	2000-10-09	UHC-20352-60	—	6305 Lincoln Way, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128708	ENR	Stephanie B Campbell	1952-03-26	UHC-60143-31	6653742124	6703 River Rd, Denver, CO, 80255	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131145	ENR	Jack Y Hooffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136851	ENR	Billy V Hamilton	1950-11-11	—	2453429974	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-127671	ENR	Lucia Smith	1964-01-03	UHC-39153-37	5628402665	980 Ridge Rd, Austin, TX, 78780	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-113393	ENR	Brian H Richardson	2007-07-09	UHC-54232-44	5084159103	6855 Grand Ave, Austin, TX, 78763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141226	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141225	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-113705	ENR	Katherine Hansen	1963-09-13	UHC-80895-21	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125388	ENR	Santiago W Edwards	1947-04-25	UHC-71806-54	9587807849	554 Mountain View Dr, San Antonio, TX, 78259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
ENR-100495	ENR	Ryan M Silva	1976-06-09	UHC-00127-90	8157447189	7846 Grand Ave, Nashville, TN, 37277	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128903	ENR	Stephen D Rose	—	UHC-80010-57	—	8862 Park Pl, Plano, TX, 75069	0.66	Name split from “Last, First”Date of birth missing Member ID reformatted Whitespace trimmed+1 more
ENR-102897	ENR	Angela O Valdez	1953-08-17	UHC-32066-26	2649304235	2780 Palm Dr, Columbus, OH, 43214	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-103514	ENR	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-121461	ENR	Virginia Q Hunter	1968-02-24	UHC-14526-69	7402839156	3867 Broadway, Tampa, FL, 33638	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+1 more
ENR-100646	ENR	Ruth C Chapman	1979-08-23	UHC-66165-93	—	862 Palm Dr, Jacksonville, FL, 32297	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129352	ENR	Michael M Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

4,309 rows, page 59 of 87Previous Next